Ball State University 2021 - 2022 Womens Basketball Season

Ball State University Basketball Player Data Analysis

Introduction

This r-markdown will visualize player game statistics as the season progresses.

Making the data set for player data only.

Summary

Statistics on all variable in data set

Characteristic Ally Becki, N = 291 Anna Clephane, N = 131 Annie Raunch, N = 281 Blake Smith, N = 61 Cameron Grant, N = 31 Chyna Latimer, N = 291 Estel Puiggros, N = 281 Ivet Subirats, N = 271 Jazmyn Turner, N = 161 Maddie Bischoff, N = 221 Marie Kiefer, N = 291 Sydney Freeman, N = 271 Thelma Dis Agustsdottir, N = 291
Points 9.0 (6.0, 13.0) 16.0 (12.0, 20.0) 4.5 (1.8, 11.0) 0.0 (0.0, 0.0) 0.0 (0.0, 0.0) 7.0 (4.0, 12.0) 3.5 (2.0, 6.2) 4.0 (2.0, 6.0) 2.0 (0.8, 4.0) 2.5 (0.2, 4.0) 7.0 (4.0, 9.0) 10.0 (7.5, 15.5) 12.0 (6.0, 15.0)
FG_Per 0.44 (0.33, 0.54) 0.53 (0.43, 0.56) 0.67 (0.20, 1.00) 0.50 (0.50, 0.50) 0.00 (0.00, 0.00) 0.43 (0.31, 0.50) 0.33 (0.19, 0.52) 0.43 (0.33, 0.50) 1.00 (0.50, 1.00) 0.33 (0.15, 0.50) 0.44 (0.33, 0.62) 0.36 (0.26, 0.42) 0.43 (0.33, 0.54)
3P_Per 0.38 (0.20, 0.50) 0.33 (0.33, 0.50) 0.00 (0.00, 0.00) 0.33 (0.33, 0.33) 0.00 (0.00, 0.00) 0.00 (0.00, 0.33) 0.25 (0.00, 0.50) 0.00 (0.00, 0.33) 0.00 (0.00, 0.50) 0.12 (0.00, 0.50) 0.00 (0.00, 0.50) 0.25 (0.15, 0.40) 0.36 (0.20, 0.50)
FT_Per 1.00 (0.38, 1.00) 0.62 (0.43, 0.89) 0.67 (0.50, 0.88) NA (NA, NA) NA (NA, NA) 0.75 (0.50, 1.00) 1.00 (0.50, 1.00) 0.60 (0.50, 1.00) 0.50 (0.50, 0.83) 0.50 (0.50, 0.67) 0.60 (0.50, 1.00) 1.00 (0.69, 1.00) 1.00 (0.50, 1.00)
Assist 4.00 (3.00, 8.00) 2.00 (1.00, 3.00) 0.00 (0.00, 0.25) 0.00 (0.00, 0.00) 0.00 (0.00, 0.00) 1.00 (0.00, 1.00) 1.50 (0.00, 3.00) 0.00 (0.00, 1.00) 0.00 (0.00, 0.00) 0.00 (0.00, 0.00) 1.00 (0.00, 1.00) 4.00 (2.50, 5.00) 2.00 (1.00, 3.00)
Rebounds_Total 5.00 (4.00, 9.00) 3.00 (2.00, 4.00) 3.50 (1.00, 4.25) 1.00 (0.25, 1.00) 0.00 (0.00, 0.00) 5.00 (2.00, 7.00) 1.00 (1.00, 2.00) 1.00 (1.00, 3.00) 1.00 (1.00, 2.25) 0.50 (0.00, 1.00) 6.00 (3.00, 7.00) 3.00 (2.00, 3.50) 4.00 (2.00, 6.00)
1 Median (IQR)

Player based Shooting Percentage

## 
## Call:
## glm(formula = W_L_B ~ Turnovers + FG_Per + Assist + Rebounds_Total + 
##     FT_Per + dfteam$"3P_Per", family = binomial(link = probit), 
##     data = dfteam)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -2.10647  -0.64951  -0.08296   0.70586   1.91501  
## 
## Coefficients:
##                  Estimate Std. Error z value Pr(>|z|)    
## (Intercept)     -10.92619    3.17618  -3.440 0.000582 ***
## Turnovers        -0.06367    0.04513  -1.411 0.158303    
## FG_Per            7.94571    4.54673   1.748 0.080539 .  
## Assist            0.08618    0.06100   1.413 0.157727    
## Rebounds_Total    0.15634    0.04081   3.831 0.000128 ***
## FT_Per            1.52834    1.58518   0.964 0.334972    
## dfteam$"3P_Per"   1.40668    3.03723   0.463 0.643259    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 80.405  on 57  degrees of freedom
## Residual deviance: 52.147  on 51  degrees of freedom
## AIC: 66.147
## 
## Number of Fisher Scoring iterations: 7
## 
## Call:  glm(formula = W_L_B ~ Turnovers + FG_Per + Assist + Rebounds_Total + 
##     FT_Per + dfteam$"3P_Per", family = binomial(link = probit), 
##     data = dfteam)
## 
## Coefficients:
##     (Intercept)        Turnovers           FG_Per           Assist  
##       -10.92619         -0.06367          7.94571          0.08618  
##  Rebounds_Total           FT_Per  dfteam$"3P_Per"  
##         0.15634          1.52834          1.40668  
## 
## Degrees of Freedom: 57 Total (i.e. Null);  51 Residual
## Null Deviance:       80.41 
## Residual Deviance: 52.15     AIC: 66.15